Daily Stats

Dataset statistics

Number of variables	23
Number of observations	940
Missing cells	4815
Missing cells (%)	22.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	169.0 KiB
Average record size in memory	184.1 B

Variable types

Numeric	20
DateTime	1
Categorical	2

Alerts

`activity_level` is highly overall correlated with `fairly_active_minutes` and 6 other fields	High correlation
`bmi` is highly overall correlated with `calories` and 3 other fields	High correlation
`calories` is highly overall correlated with `bmi` and 6 other fields	High correlation
`fairly_active_minutes` is highly overall correlated with `activity_level` and 6 other fields	High correlation
`id` is highly overall correlated with `weight_kg` and 1 other fields	High correlation
`light_active_distance` is highly overall correlated with `lightly_active_minutes` and 3 other fields	High correlation
`lightly_active_minutes` is highly overall correlated with `light_active_distance` and 3 other fields	High correlation
`moderately_active_distance` is highly overall correlated with `activity_level` and 6 other fields	High correlation
`sedentary_minutes` is highly overall correlated with `bmi` and 4 other fields	High correlation
`total_distance` is highly overall correlated with `activity_level` and 9 other fields	High correlation
`total_minutes_asleep` is highly overall correlated with `sedentary_minutes` and 1 other fields	High correlation
`total_steps` is highly overall correlated with `activity_level` and 9 other fields	High correlation
`total_time_in_bed` is highly overall correlated with `sedentary_minutes` and 1 other fields	High correlation
`tracker_distance` is highly overall correlated with `activity_level` and 9 other fields	High correlation
`very_active_distance` is highly overall correlated with `activity_level` and 6 other fields	High correlation
`very_active_minutes` is highly overall correlated with `activity_level` and 9 other fields	High correlation
`weight_kg` is highly overall correlated with `bmi` and 5 other fields	High correlation
`weight_pounds` is highly overall correlated with `bmi` and 5 other fields	High correlation
`total_sleep_records` is highly imbalanced (65.6%)	Imbalance
`daily_average_heartrate` has 606 (64.5%) missing values	Missing
`total_minutes_asleep` has 530 (56.4%) missing values	Missing
`total_sleep_records` has 530 (56.4%) missing values	Missing
`total_time_in_bed` has 530 (56.4%) missing values	Missing
`bmi` has 873 (92.9%) missing values	Missing
`weight_kg` has 873 (92.9%) missing values	Missing
`weight_pounds` has 873 (92.9%) missing values	Missing
`total_steps` has 77 (8.2%) zeros	Zeros
`total_distance` has 78 (8.3%) zeros	Zeros
`tracker_distance` has 78 (8.3%) zeros	Zeros
`logged_activities_distance` has 908 (96.6%) zeros	Zeros
`very_active_distance` has 413 (43.9%) zeros	Zeros
`moderately_active_distance` has 386 (41.1%) zeros	Zeros
`light_active_distance` has 85 (9.0%) zeros	Zeros
`sedentary_active_distance` has 858 (91.3%) zeros	Zeros
`very_active_minutes` has 409 (43.5%) zeros	Zeros
`fairly_active_minutes` has 384 (40.9%) zeros	Zeros
`lightly_active_minutes` has 84 (8.9%) zeros	Zeros

Reproduction

Analysis started	2024-01-31 15:12:25.967182
Analysis finished	2024-01-31 15:14:28.061360
Duration	2 minutes and 2.09 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

id
Real number (ℝ)

HIGH CORRELATION

Distinct	33
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.8554074 × 10⁹

Minimum	1.5039604 × 10⁹
Maximum	8.8776894 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	1.5039604 × 10⁹
5-th percentile	1.6245801 × 10⁹
Q1	2.320127 × 10⁹
median	4.445115 × 10⁹
Q3	6.9621811 × 10⁹
95-th percentile	8.7920097 × 10⁹
Maximum	8.8776894 × 10⁹
Range	7.373729 × 10⁹
Interquartile range (IQR)	4.6420541 × 10⁹

Descriptive statistics

Standard deviation	2.4248055 × 10⁹
Coefficient of variation (CV)	0.4994031
Kurtosis	-1.2730307
Mean	4.8554074 × 10⁹
Median Absolute Deviation (MAD)	2.418763 × 10⁹
Skewness	0.1771249
Sum	4.5640829 × 10¹²
Variance	5.8796816 × 10¹⁸
Monotonicity	Increasing

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
1503960366	31	3.3%
4319703577	31	3.3%
8583815059	31	3.3%
8378563200	31	3.3%
8053475328	31	3.3%
7086361926	31	3.3%
6962181067	31	3.3%
5553957443	31	3.3%
4702921684	31	3.3%
4558609924	31	3.3%
Other values (23)	630	67.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1503960366	31	3.3%
1624580081	31	3.3%
1644430081	30	3.2%
1844505072	31	3.3%
1927972279	31	3.3%
2022484408	31	3.3%
2026352035	31	3.3%
2320127002	31	3.3%
2347167796	18	1.9%
2873212765	31	3.3%

Value	Count	Frequency (%)
8877689391	31	3.3%
8792009665	29	3.1%
8583815059	31	3.3%
8378563200	31	3.3%
8253242879	19	2.0%
8053475328	31	3.3%
7086361926	31	3.3%
7007744171	26	2.8%
6962181067	31	3.3%
6775888955	26	2.8%

activity_date
Date

Distinct	31
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Memory size	7.5 KiB

Minimum	2016-04-12 00:00:00
Maximum	2016-05-12 00:00:00

Histogram

Histogram with fixed size bins (bins=31)

daily_average_heartrate
Real number (ℝ)

MISSING

Distinct	320
Distinct (%)	95.8%
Missing	606
Missing (%)	64.5%
Infinite	0
Infinite (%)	0.0%
Mean	75.974042

Minimum	57.87
Maximum	107.72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	57.87
5-th percentile	61.8545
Q1	67.5125
median	75.22
Q3	81.9325
95-th percentile	94.978
Maximum	107.72
Range	49.85
Interquartile range (IQR)	14.42

Descriptive statistics

Standard deviation	10.340623
Coefficient of variation (CV)	0.13610732
Kurtosis	0.078897821
Mean	75.974042
Median Absolute Deviation (MAD)	7.35
Skewness	0.63378008
Sum	25375.33
Variance	106.92849
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75.22	3	0.3%
69.96	2	0.2%
64.49	2	0.2%
63.37	2	0.2%
77	2	0.2%
74.15	2	0.2%
75.33	2	0.2%
77.55	2	0.2%
76.02	2	0.2%
84.6	2	0.2%
Other values (310)	313	33.3%
(Missing)	606	64.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
57.87	1	0.1%
58.11	1	0.1%
58.37	1	0.1%
58.7	1	0.1%
59.2	1	0.1%
59.21	1	0.1%
59.23	1	0.1%
59.46	1	0.1%
60.27	1	0.1%
60.39	1	0.1%

Value	Count	Frequency (%)
107.72	1	0.1%
107.09	1	0.1%
106.4	1	0.1%
105.02	1	0.1%
104.67	1	0.1%
101.45	1	0.1%
100.43	1	0.1%
99.49	1	0.1%
99.15	1	0.1%
99.12	1	0.1%

total_steps
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	842
Distinct (%)	89.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7637.9106

Minimum	0
Maximum	36019
Zeros	77
Zeros (%)	8.2%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3789.75
median	7405.5
Q3	10727
95-th percentile	15485.1
Maximum	36019
Range	36019
Interquartile range (IQR)	6937.25

Descriptive statistics

Standard deviation	5087.1507
Coefficient of variation (CV)	0.66603957
Kurtosis	1.1691112
Mean	7637.9106
Median Absolute Deviation (MAD)	3446.5
Skewness	0.65289494
Sum	7179636
Variance	25879103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	77	8.2%
244	2	0.2%
6708	2	0.2%
9167	2	0.2%
6175	2	0.2%
10538	2	0.2%
1510	2	0.2%
8538	2	0.2%
7937	2	0.2%
4363	2	0.2%
Other values (832)	845	89.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	77	8.2%
4	1	0.1%
8	1	0.1%
9	1	0.1%
16	1	0.1%
17	1	0.1%
29	1	0.1%
31	1	0.1%
42	1	0.1%
44	1	0.1%

Value	Count	Frequency (%)
36019	1	0.1%
29326	1	0.1%
27745	1	0.1%
23629	1	0.1%
23186	1	0.1%
22988	1	0.1%
22770	1	0.1%
22359	1	0.1%
22244	1	0.1%
22026	1	0.1%

total_distance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	615
Distinct (%)	65.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.4897021

Minimum	0
Maximum	28.03
Zeros	78
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.62
median	5.245
Q3	7.7125
95-th percentile	11.6565
Maximum	28.03
Range	28.03
Interquartile range (IQR)	5.0925

Descriptive statistics

Standard deviation	3.9246059
Coefficient of variation (CV)	0.71490325
Kurtosis	3.1130182
Mean	5.4897021
Median Absolute Deviation (MAD)	2.56
Skewness	1.1262736
Sum	5160.32
Variance	15.402532
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78	8.3%
2.6	5	0.5%
0.01	5	0.5%
3.91	4	0.4%
4.95	4	0.4%
1.79	4	0.4%
4.33	4	0.4%
2.68	4	0.4%
3.51	4	0.4%
4.9	4	0.4%
Other values (605)	824	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78	8.3%
0.01	5	0.5%
0.02	1	0.1%
0.03	2	0.2%
0.04	1	0.1%
0.08	1	0.1%
0.09	1	0.1%
0.1	1	0.1%
0.11	1	0.1%
0.13	1	0.1%

Value	Count	Frequency (%)
28.03	1	0.1%
26.72	1	0.1%
25.29	1	0.1%
20.65	1	0.1%
20.4	1	0.1%
19.56	1	0.1%
19.34	1	0.1%
18.98	1	0.1%
18.25	1	0.1%
18.11	1	0.1%

tracker_distance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	613
Distinct (%)	65.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.4753511

Minimum	0
Maximum	28.03
Zeros	78
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.62
median	5.245
Q3	7.71
95-th percentile	11.6565
Maximum	28.03
Range	28.03
Interquartile range (IQR)	5.09

Descriptive statistics

Standard deviation	3.9072759
Coefficient of variation (CV)	0.71361195
Kurtosis	3.203889
Mean	5.4753511
Median Absolute Deviation (MAD)	2.555
Skewness	1.1345496
Sum	5146.83
Variance	15.266805
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78	8.3%
2.6	5	0.5%
0.01	5	0.5%
3.91	4	0.4%
2.68	4	0.4%
1.79	4	0.4%
4.33	4	0.4%
4.95	4	0.4%
3.51	4	0.4%
8.74	4	0.4%
Other values (603)	824	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78	8.3%
0.01	5	0.5%
0.02	1	0.1%
0.03	2	0.2%
0.04	1	0.1%
0.08	1	0.1%
0.09	1	0.1%
0.1	1	0.1%
0.11	1	0.1%
0.13	1	0.1%

Value	Count	Frequency (%)
28.03	1	0.1%
26.72	1	0.1%
25.29	1	0.1%
20.65	1	0.1%
20.4	1	0.1%
19.56	1	0.1%
19.34	1	0.1%
18.98	1	0.1%
18.25	1	0.1%
18.11	1	0.1%

logged_activities_distance
Real number (ℝ)

ZEROS

Distinct	18
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10812766

Minimum	0
Maximum	4.94
Zeros	908
Zeros (%)	96.6%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4.94
Range	4.94
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.61972451
Coefficient of variation (CV)	5.7314152
Kurtosis	41.315519
Mean	0.10812766
Median Absolute Deviation (MAD)	0
Skewness	6.2989054
Sum	101.64
Variance	0.38405847
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	908	96.6%
2.09	9	1.0%
2.25	7	0.7%
4.91	2	0.2%
4.08	1	0.1%
2.79	1	0.1%
3.17	1	0.1%
4.87	1	0.1%
4.85	1	0.1%
3.29	1	0.1%
Other values (8)	8	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	908	96.6%
1.96	1	0.1%
2.09	9	1.0%
2.25	7	0.7%
2.79	1	0.1%
2.83	1	0.1%
3.17	1	0.1%
3.29	1	0.1%
4.08	1	0.1%
4.85	1	0.1%

Value	Count	Frequency (%)
4.94	1	0.1%
4.93	1	0.1%
4.92	1	0.1%
4.91	2	0.2%
4.89	1	0.1%
4.88	1	0.1%
4.87	1	0.1%
4.86	1	0.1%
4.85	1	0.1%
4.08	1	0.1%

very_active_distance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	333
Distinct (%)	35.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5026809

Minimum	0
Maximum	21.92
Zeros	413
Zeros (%)	43.9%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.21
Q3	2.0525
95-th percentile	6.403
Maximum	21.92
Range	21.92
Interquartile range (IQR)	2.0525

Descriptive statistics

Standard deviation	2.6589412
Coefficient of variation (CV)	1.769465
Kurtosis	11.910951
Mean	1.5026809
Median Absolute Deviation (MAD)	0.21
Skewness	2.99617
Sum	1412.52
Variance	7.0699681
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	413	43.9%
0.07	9	1.0%
0.06	6	0.6%
0.14	5	0.5%
0.33	5	0.5%
0.34	4	0.4%
1.06	4	0.4%
0.36	4	0.4%
1.01	4	0.4%
2.79	4	0.4%
Other values (323)	482	51.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	413	43.9%
0.02	2	0.2%
0.04	1	0.1%
0.05	3	0.3%
0.06	6	0.6%
0.07	9	1.0%
0.08	4	0.4%
0.09	1	0.1%
0.11	3	0.3%
0.12	3	0.3%

Value	Count	Frequency (%)
21.92	1	0.1%
21.66	1	0.1%
13.4	1	0.1%
13.26	1	0.1%
13.24	1	0.1%
13.22	1	0.1%
13.13	1	0.1%
13.07	1	0.1%
12.79	1	0.1%
12.54	1	0.1%

moderately_active_distance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	211
Distinct (%)	22.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56754255

Minimum	0
Maximum	6.48
Zeros	386
Zeros (%)	41.1%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.24
Q3	0.8
95-th percentile	2.13
Maximum	6.48
Range	6.48
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.88358032
Coefficient of variation (CV)	1.556853
Kurtosis	10.125629
Mean	0.56754255
Median Absolute Deviation (MAD)	0.24
Skewness	2.7711936
Sum	533.49
Variance	0.78071419
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	386	41.1%
0.2	9	1.0%
0.28	9	1.0%
0.4	9	1.0%
0.25	8	0.9%
0.31	8	0.9%
0.93	8	0.9%
0.42	8	0.9%
0.27	7	0.7%
0.57	7	0.7%
Other values (201)	481	51.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	386	41.1%
0.01	1	0.1%
0.02	1	0.1%
0.03	3	0.3%
0.04	3	0.3%
0.05	3	0.3%
0.06	3	0.3%
0.07	2	0.2%
0.08	4	0.4%
0.09	2	0.2%

Value	Count	Frequency (%)
6.48	1	0.1%
6.21	1	0.1%
5.6	1	0.1%
5.4	1	0.1%
5.24	1	0.1%
5.12	1	0.1%
4.58	1	0.1%
4.56	1	0.1%
4.35	1	0.1%
4.22	3	0.3%

light_active_distance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	491
Distinct (%)	52.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3408191

Minimum	0
Maximum	10.71
Zeros	85
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.945
median	3.365
Q3	4.7825
95-th percentile	6.462
Maximum	10.71
Range	10.71
Interquartile range (IQR)	2.8375

Descriptive statistics

Standard deviation	2.0406554
Coefficient of variation (CV)	0.61082486
Kurtosis	-0.18030027
Mean	3.3408191
Median Absolute Deviation (MAD)	1.42
Skewness	0.18224747
Sum	3140.37
Variance	4.1642744
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85	9.0%
4.18	6	0.6%
3.17	6	0.6%
4.88	6	0.6%
3.23	6	0.6%
3.94	5	0.5%
3.26	5	0.5%
0.01	5	0.5%
4.46	5	0.5%
5.41	5	0.5%
Other values (481)	806	85.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	85	9.0%
0.01	5	0.5%
0.02	1	0.1%
0.03	3	0.3%
0.04	1	0.1%
0.06	1	0.1%
0.09	1	0.1%
0.1	1	0.1%
0.11	1	0.1%
0.13	2	0.2%

Value	Count	Frequency (%)
10.71	1	0.1%
10.57	1	0.1%
10.3	1	0.1%
9.48	1	0.1%
9.46	1	0.1%
8.97	1	0.1%
8.79	1	0.1%
8.68	1	0.1%
8.41	1	0.1%
8.27	1	0.1%

sedentary_active_distance
Real number (ℝ)

ZEROS

Distinct	9
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.001606383

Minimum	0
Maximum	0.11
Zeros	858
Zeros (%)	91.3%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.01
Maximum	0.11
Range	0.11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.0073461763
Coefficient of variation (CV)	4.5731164
Kurtosis	99.127444
Mean	0.001606383
Median Absolute Deviation (MAD)	0
Skewness	8.589899
Sum	1.51
Variance	5.3966306 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	858	91.3%
0.01	50	5.3%
0.02	21	2.2%
0.03	4	0.4%
0.05	3	0.3%
0.07	1	0.1%
0.04	1	0.1%
0.11	1	0.1%
0.1	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	858	91.3%
0.01	50	5.3%
0.02	21	2.2%
0.03	4	0.4%
0.04	1	0.1%
0.05	3	0.3%
0.07	1	0.1%
0.1	1	0.1%
0.11	1	0.1%

Value	Count	Frequency (%)
0.11	1	0.1%
0.1	1	0.1%
0.07	1	0.1%
0.05	3	0.3%
0.04	1	0.1%
0.03	4	0.4%
0.02	21	2.2%
0.01	50	5.3%
0	858	91.3%

very_active_minutes
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	122
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.164894

Minimum	0
Maximum	210
Zeros	409
Zeros (%)	43.5%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	32
95-th percentile	93.05
Maximum	210
Range	210
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	32.844803
Coefficient of variation (CV)	1.551853
Kurtosis	5.7780701
Mean	21.164894
Median Absolute Deviation (MAD)	4
Skewness	2.1761432
Sum	19895
Variance	1078.7811
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	409	43.5%
1	23	2.4%
2	18	1.9%
3	16	1.7%
8	15	1.6%
6	14	1.5%
11	14	1.5%
19	13	1.4%
5	13	1.4%
14	12	1.3%
Other values (112)	393	41.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	409	43.5%
1	23	2.4%
2	18	1.9%
3	16	1.7%
4	10	1.1%
5	13	1.4%
6	14	1.5%
7	11	1.2%
8	15	1.6%
9	7	0.7%

Value	Count	Frequency (%)
210	1	0.1%
207	1	0.1%
200	1	0.1%
194	1	0.1%
186	1	0.1%
184	1	0.1%
137	1	0.1%
132	1	0.1%
129	1	0.1%
125	2	0.2%

fairly_active_minutes
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	81
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.564894

Minimum	0
Maximum	143
Zeros	384
Zeros (%)	40.9%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6
Q3	19
95-th percentile	51
Maximum	143
Range	143
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	19.987404
Coefficient of variation (CV)	1.4734656
Kurtosis	7.9957314
Mean	13.564894
Median Absolute Deviation (MAD)	6
Skewness	2.479492
Sum	12751
Variance	399.49632
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	384	40.9%
8	36	3.8%
6	23	2.4%
5	23	2.4%
16	22	2.3%
7	20	2.1%
10	19	2.0%
9	19	2.0%
13	18	1.9%
11	18	1.9%
Other values (71)	358	38.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	384	40.9%
1	10	1.1%
2	8	0.9%
3	9	1.0%
4	14	1.5%
5	23	2.4%
6	23	2.4%
7	20	2.1%
8	36	3.8%
9	19	2.0%

Value	Count	Frequency (%)
143	1	0.1%
125	1	0.1%
122	1	0.1%
116	1	0.1%
115	1	0.1%
113	1	0.1%
98	1	0.1%
96	1	0.1%
95	5	0.5%
94	1	0.1%

lightly_active_minutes
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	335
Distinct (%)	35.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	192.81277

Minimum	0
Maximum	518
Zeros	84
Zeros (%)	8.9%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	127
median	199
Q3	264
95-th percentile	369.05
Maximum	518
Range	518
Interquartile range (IQR)	137

Descriptive statistics

Standard deviation	109.1747
Coefficient of variation (CV)	0.56622132
Kurtosis	-0.36011793
Mean	192.81277
Median Absolute Deviation (MAD)	69
Skewness	-0.037929343
Sum	181244
Variance	11919.115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	84	8.9%
206	12	1.3%
258	10	1.1%
195	9	1.0%
214	8	0.9%
139	7	0.7%
238	7	0.7%
141	7	0.7%
199	7	0.7%
227	7	0.7%
Other values (325)	782	83.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	84	8.9%
1	3	0.3%
2	4	0.4%
3	3	0.3%
4	1	0.1%
9	3	0.3%
10	2	0.2%
11	1	0.1%
12	2	0.2%
15	1	0.1%

Value	Count	Frequency (%)
518	1	0.1%
513	1	0.1%
512	1	0.1%
487	1	0.1%
480	1	0.1%
475	1	0.1%
461	1	0.1%
458	1	0.1%
448	1	0.1%
439	1	0.1%

sedentary_minutes
Real number (ℝ)

HIGH CORRELATION

Distinct	549
Distinct (%)	58.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	991.21064

Minimum	0
Maximum	1440
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	536.7
Q1	729.75
median	1057.5
Q3	1229.5
95-th percentile	1440
Maximum	1440
Range	1440
Interquartile range (IQR)	499.75

Descriptive statistics

Standard deviation	301.26744
Coefficient of variation (CV)	0.30393887
Kurtosis	-0.66595003
Mean	991.21064
Median Absolute Deviation (MAD)	261
Skewness	-0.29449809
Sum	931738
Variance	90762.068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1440	79	8.4%
1182	7	0.7%
692	6	0.6%
1112	5	0.5%
1131	5	0.5%
1122	5	0.5%
1105	5	0.5%
709	5	0.5%
1119	5	0.5%
728	5	0.5%
Other values (539)	813	86.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
2	1	0.1%
13	1	0.1%
48	1	0.1%
111	1	0.1%
125	1	0.1%
127	1	0.1%
218	1	0.1%
222	1	0.1%
241	1	0.1%

Value	Count	Frequency (%)
1440	79	8.4%
1439	3	0.3%
1438	3	0.3%
1437	2	0.2%
1431	1	0.1%
1430	2	0.2%
1428	1	0.1%
1423	1	0.1%
1420	1	0.1%
1413	1	0.1%

calories
Real number (ℝ)

HIGH CORRELATION

Distinct	734
Distinct (%)	78.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2303.6096

Minimum	0
Maximum	4900
Zeros	4
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1372.85
Q1	1828.5
median	2134
Q3	2793.25
95-th percentile	3654.25
Maximum	4900
Range	4900
Interquartile range (IQR)	964.75

Descriptive statistics

Standard deviation	718.16686
Coefficient of variation (CV)	0.3117572
Kurtosis	0.62502694
Mean	2303.6096
Median Absolute Deviation (MAD)	467
Skewness	0.42245048
Sum	2165393
Variance	515763.64
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1980	13	1.4%
2063	11	1.2%
1841	9	1.0%
1688	9	1.0%
1347	8	0.9%
2225	4	0.4%
1819	4	0.4%
2044	4	0.4%
1922	4	0.4%
0	4	0.4%
Other values (724)	870	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	0.4%
52	1	0.1%
57	1	0.1%
120	1	0.1%
257	1	0.1%
403	1	0.1%
665	1	0.1%
741	1	0.1%
928	1	0.1%
1002	1	0.1%

Value	Count	Frequency (%)
4900	1	0.1%
4552	1	0.1%
4547	1	0.1%
4546	1	0.1%
4501	1	0.1%
4398	1	0.1%
4392	1	0.1%
4274	1	0.1%
4236	1	0.1%
4163	1	0.1%

total_minutes_asleep
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	256
Distinct (%)	62.4%
Missing	530
Missing (%)	56.4%
Infinite	0
Infinite (%)	0.0%
Mean	419.17317

Minimum	58
Maximum	796
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	58
5-th percentile	168.25
Q1	361
median	432.5
Q3	490
95-th percentile	590.55
Maximum	796
Range	738
Interquartile range (IQR)	129

Descriptive statistics

Standard deviation	118.63592
Coefficient of variation (CV)	0.28302364
Kurtosis	1.5975686
Mean	419.17317
Median Absolute Deviation (MAD)	64.5
Skewness	-0.60913426
Sum	171861
Variance	14074.481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
442	7	0.7%
441	5	0.5%
412	5	0.5%
357	4	0.4%
531	4	0.4%
523	4	0.4%
354	4	0.4%
322	4	0.4%
508	4	0.4%
421	4	0.4%
Other values (246)	365	38.8%
(Missing)	530	56.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
58	1	0.1%
59	1	0.1%
61	1	0.1%
62	1	0.1%
74	2	0.2%
77	1	0.1%
79	1	0.1%
82	1	0.1%
98	1	0.1%
99	1	0.1%

Value	Count	Frequency (%)
796	1	0.1%
775	1	0.1%
750	1	0.1%
722	1	0.1%
700	1	0.1%
692	1	0.1%
681	1	0.1%
658	2	0.2%
651	1	0.1%
644	1	0.1%

total_sleep_records
Categorical

IMBALANCE MISSING

Distinct	3
Distinct (%)	0.7%
Missing	530
Missing (%)	56.4%
Memory size	7.5 KiB

1.0	364
2.0	43
3.0	3

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1230
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	2.0
3rd row	1.0
4th row	2.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	364	38.7%
2.0	43	4.6%
3.0	3	0.3%
(Missing)	530	56.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	364	88.8%
2.0	43	10.5%
3.0	3	0.7%

Most occurring characters

Value	Count	Frequency (%)
.	410	33.3%
0	410	33.3%
1	364	29.6%
2	43	3.5%
3	3	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	820	66.7%
Other Punctuation	410	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	410	50.0%
1	364	44.4%
2	43	5.2%
3	3	0.4%

Other Punctuation

Value	Count	Frequency (%)
.	410	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1230	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	410	33.3%
0	410	33.3%
1	364	29.6%
2	43	3.5%
3	3	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1230	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	410	33.3%
0	410	33.3%
1	364	29.6%
2	43	3.5%
3	3	0.2%

total_time_in_bed
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	242
Distinct (%)	59.0%
Missing	530
Missing (%)	56.4%
Infinite	0
Infinite (%)	0.0%
Mean	458.48293

Minimum	61
Maximum	961
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	61
5-th percentile	210.05
Q1	403.75
median	463
Q3	526
95-th percentile	630.4
Maximum	961
Range	900
Interquartile range (IQR)	122.25

Descriptive statistics

Standard deviation	127.45514
Coefficient of variation (CV)	0.27799321
Kurtosis	3.4727052
Mean	458.48293
Median Absolute Deviation (MAD)	61
Skewness	-0.2152768
Sum	187978
Variance	16244.813
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
546	6	0.6%
402	5	0.5%
458	5	0.5%
510	5	0.5%
545	4	0.4%
961	4	0.4%
501	4	0.4%
522	4	0.4%
461	4	0.4%
457	4	0.4%
Other values (232)	365	38.8%
(Missing)	530	56.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
61	1	0.1%
65	2	0.2%
69	1	0.1%
75	1	0.1%
77	1	0.1%
78	1	0.1%
82	1	0.1%
85	1	0.1%
104	1	0.1%
107	1	0.1%

Value	Count	Frequency (%)
961	4	0.4%
843	1	0.1%
775	1	0.1%
725	1	0.1%
722	1	0.1%
712	1	0.1%
704	1	0.1%
698	1	0.1%
689	1	0.1%
686	2	0.2%

bmi
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	36
Distinct (%)	53.7%
Missing	873
Missing (%)	92.9%
Infinite	0
Infinite (%)	0.0%
Mean	25.185224

Minimum	21.45
Maximum	47.54
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	21.45
5-th percentile	23.001
Q1	23.96
median	24.39
Q3	25.56
95-th percentile	27.429
Maximum	47.54
Range	26.09
Interquartile range (IQR)	1.6

Descriptive statistics

Standard deviation	3.0669624
Coefficient of variation (CV)	0.12177626
Kurtosis	43.824925
Mean	25.185224
Median Absolute Deviation (MAD)	0.92
Skewness	6.0002424
Sum	1687.41
Variance	9.4062587
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
24	5	0.5%
23.89	5	0.5%
23.96	5	0.5%
25.59	4	0.4%
25.41	4	0.4%
25.56	4	0.4%
24.1	4	0.4%
24.24	2	0.2%
24.17	2	0.2%
25.68	2	0.2%
Other values (26)	30	3.2%
(Missing)	873	92.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.45	1	0.1%
21.69	1	0.1%
22.65	2	0.2%
23.82	2	0.2%
23.85	1	0.1%
23.89	5	0.5%
23.93	1	0.1%
23.96	5	0.5%
24	5	0.5%
24.1	4	0.4%

Value	Count	Frequency (%)
47.54	1	0.1%
28	1	0.1%
27.46	1	0.1%
27.45	1	0.1%
27.38	1	0.1%
27.32	1	0.1%
27.25	1	0.1%
27.04	1	0.1%
27	1	0.1%
25.68	2	0.2%

weight_kg
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	34
Distinct (%)	50.7%
Missing	873
Missing (%)	92.9%
Infinite	0
Infinite (%)	0.0%
Mean	72.035821

Minimum	52.6
Maximum	133.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	52.6
5-th percentile	58.41
Q1	61.4
median	62.5
Q3	85.05
95-th percentile	85.71
Maximum	133.5
Range	80.9
Interquartile range (IQR)	23.65

Descriptive statistics

Standard deviation	13.923206
Coefficient of variation (CV)	0.1932817
Kurtosis	3.8619516
Mean	72.035821
Median Absolute Deviation (MAD)	6.7
Skewness	1.3696693
Sum	4826.4
Variance	193.85567
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
61.2	5	0.5%
61.4	5	0.5%
61.5	5	0.5%
85.5	5	0.5%
85.4	4	0.4%
61.7	4	0.4%
84.9	4	0.4%
61.9	2	0.2%
52.6	2	0.2%
62.1	2	0.2%
Other values (24)	29	3.1%
(Missing)	873	92.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
52.6	2	0.2%
56.7	1	0.1%
57.3	1	0.1%
61	2	0.2%
61.1	1	0.1%
61.2	5	0.5%
61.3	1	0.1%
61.4	5	0.5%
61.5	5	0.5%
61.7	4	0.4%

Value	Count	Frequency (%)
133.5	1	0.1%
90.7	1	0.1%
85.8	2	0.2%
85.5	5	0.5%
85.4	4	0.4%
85.3	2	0.2%
85.1	2	0.2%
85	1	0.1%
84.9	4	0.4%
84.5	2	0.2%

weight_pounds
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	34
Distinct (%)	50.7%
Missing	873
Missing (%)	92.9%
Infinite	0
Infinite (%)	0.0%
Mean	158.81075

Minimum	115.96
Maximum	294.32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	115.96
5-th percentile	128.768
Q1	135.36
median	137.79
Q3	187.5
95-th percentile	188.962
Maximum	294.32
Range	178.36
Interquartile range (IQR)	52.14

Descriptive statistics

Standard deviation	30.695989
Coefficient of variation (CV)	0.1932866
Kurtosis	3.8622282
Mean	158.81075
Median Absolute Deviation (MAD)	14.77
Skewness	1.369708
Sum	10640.32
Variance	942.24375
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
134.92	5	0.5%
135.36	5	0.5%
135.58	5	0.5%
188.5	5	0.5%
188.27	4	0.4%
136.03	4	0.4%
187.17	4	0.4%
136.47	2	0.2%
115.96	2	0.2%
136.91	2	0.2%
Other values (24)	29	3.1%
(Missing)	873	92.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
115.96	2	0.2%
125	1	0.1%
126.32	1	0.1%
134.48	2	0.2%
134.7	1	0.1%
134.92	5	0.5%
135.14	1	0.1%
135.36	5	0.5%
135.58	5	0.5%
136.03	4	0.4%

Value	Count	Frequency (%)
294.32	1	0.1%
199.96	1	0.1%
189.16	2	0.2%
188.5	5	0.5%
188.27	4	0.4%
188.05	2	0.2%
187.61	2	0.2%
187.39	1	0.1%
187.17	4	0.4%
186.29	2	0.2%

activity_level
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	7.5 KiB

Very Active	531
Lightly Active	295
Sedentary Active	84
Moderately Active	30

Length

Max length	17
Median length	11
Mean length	12.579787
Min length	11

Characters and Unicode

Total characters	11825
Distinct characters	20
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Very Active
2nd row	Very Active
3rd row	Very Active
4th row	Very Active
5th row	Very Active

Common Values

Value	Count	Frequency (%)
Very Active	531	56.5%
Lightly Active	295	31.4%
Sedentary Active	84	8.9%
Moderately Active	30	3.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
active	940	50.0%
very	531	28.2%
lightly	295	15.7%
sedentary	84	4.5%
moderately	30	1.6%

Most occurring characters

Value	Count	Frequency (%)
e	1699	14.4%
t	1349	11.4%
i	1235	10.4%
y	940	7.9%
	940	7.9%
A	940	7.9%
c	940	7.9%
v	940	7.9%
r	645	5.5%
V	531	4.5%
Other values (10)	1666	14.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	9005	76.2%
Uppercase Letter	1880	15.9%
Space Separator	940	7.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1699	18.9%
t	1349	15.0%
i	1235	13.7%
y	940	10.4%
c	940	10.4%
v	940	10.4%
r	645	7.2%
l	325	3.6%
h	295	3.3%
g	295	3.3%
Other values (4)	342	3.8%

Uppercase Letter

Value	Count	Frequency (%)
A	940	50.0%
V	531	28.2%
L	295	15.7%
S	84	4.5%
M	30	1.6%

Space Separator

Value	Count	Frequency (%)
	940	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10885	92.1%
Common	940	7.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1699	15.6%
t	1349	12.4%
i	1235	11.3%
y	940	8.6%
A	940	8.6%
c	940	8.6%
v	940	8.6%
r	645	5.9%
V	531	4.9%
l	325	3.0%
Other values (9)	1341	12.3%

Common

Value	Count	Frequency (%)
	940	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11825	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1699	14.4%
t	1349	11.4%
i	1235	10.4%
y	940	7.9%
	940	7.9%
A	940	7.9%
c	940	7.9%
v	940	7.9%
r	645	5.5%
V	531	4.5%
Other values (10)	1666	14.1%

Auto

Heatmap
Table

	activity_level	bmi	calories	daily_average_heartrate	fairly_active_minutes	id	light_active_distance	lightly_active_minutes	logged_activities_distance	moderately_active_distance	sedentary_active_distance	sedentary_minutes	total_distance	total_minutes_asleep	total_sleep_records	total_steps	total_time_in_bed	tracker_distance	very_active_distance	very_active_minutes	weight_kg	weight_pounds
activity_level	1.000	0.038	0.439	-0.022	0.827	0.187	0.244	0.116	0.159	0.828	-0.085	-0.162	0.620	-0.211	0.113	0.616	-0.195	0.620	0.862	0.867	0.176	0.176
bmi	0.038	1.000	0.537	0.261	-0.266	0.264	0.206	-0.163	-0.104	-0.291	0.014	0.598	0.200	0.193	0.000	0.167	0.192	0.213	0.212	0.277	0.895	0.895
calories	0.439	0.537	1.000	0.029	0.435	0.429	0.465	0.286	0.226	0.403	0.010	-0.152	0.617	-0.039	0.000	0.559	-0.179	0.617	0.497	0.540	0.718	0.718
daily_average_heartrate	-0.022	0.261	0.029	1.000	-0.006	0.081	0.078	0.265	0.259	-0.019	0.041	0.402	0.023	-0.066	0.050	0.055	-0.098	0.013	-0.020	-0.029	0.184	0.184
fairly_active_minutes	0.827	-0.266	0.435	-0.006	1.000	0.125	0.345	0.232	0.133	0.980	-0.103	-0.314	0.685	-0.251	0.046	0.689	-0.183	0.686	0.743	0.746	-0.253	-0.253
id	0.187	0.264	0.429	0.081	0.125	1.000	0.030	-0.084	0.210	0.111	-0.114	-0.064	0.199	0.114	0.100	0.158	-0.003	0.197	0.223	0.251	0.600	0.600
light_active_distance	0.244	0.206	0.465	0.078	0.345	0.030	1.000	0.878	0.139	0.361	0.142	-0.466	0.715	-0.074	0.000	0.715	-0.120	0.714	0.285	0.285	0.364	0.364
lightly_active_minutes	0.116	-0.163	0.286	0.265	0.232	-0.084	0.878	1.000	0.057	0.244	0.194	-0.480	0.559	0.014	0.000	0.581	-0.042	0.558	0.158	0.152	-0.269	-0.269
logged_activities_distance	0.159	-0.104	0.226	0.259	0.133	0.210	0.139	0.057	1.000	0.157	0.010	-0.087	0.203	-0.103	0.000	0.180	-0.130	0.193	0.226	0.265	-0.104	-0.104
moderately_active_distance	0.828	-0.291	0.403	-0.019	0.980	0.111	0.361	0.244	0.157	1.000	-0.096	-0.308	0.701	-0.257	0.000	0.704	-0.181	0.701	0.749	0.734	-0.293	-0.293
sedentary_active_distance	-0.085	0.014	0.010	0.041	-0.103	-0.114	0.142	0.194	0.010	-0.096	1.000	0.096	0.013	-0.067	0.000	0.015	-0.086	0.011	-0.064	-0.057	0.095	0.095
sedentary_minutes	-0.162	0.598	-0.152	0.402	-0.314	-0.064	-0.466	-0.480	-0.087	-0.308	0.096	1.000	-0.414	-0.568	0.000	-0.428	-0.602	-0.415	-0.235	-0.241	0.626	0.626
total_distance	0.620	0.200	0.617	0.023	0.685	0.199	0.715	0.559	0.203	0.701	0.013	-0.414	1.000	-0.221	0.088	0.992	-0.199	1.000	0.776	0.752	0.423	0.423
total_minutes_asleep	-0.211	0.193	-0.039	-0.066	-0.251	0.114	-0.074	0.014	-0.103	-0.257	-0.067	-0.568	-0.221	1.000	0.259	-0.225	0.917	-0.222	-0.215	-0.230	0.193	0.193
total_sleep_records	0.113	0.000	0.000	0.050	0.046	0.100	0.000	0.000	0.000	0.000	0.000	0.000	0.088	0.259	1.000	-0.158	0.109	-0.146	-0.145	-0.158	0.210	0.210
total_steps	0.616	0.167	0.559	0.055	0.689	0.158	0.715	0.581	0.180	0.704	0.015	-0.428	0.992	-0.225	-0.158	1.000	-0.196	0.992	0.770	0.749	0.373	0.373
total_time_in_bed	-0.195	0.192	-0.179	-0.098	-0.183	-0.003	-0.120	-0.042	-0.130	-0.181	-0.086	-0.602	-0.199	0.917	0.109	-0.196	1.000	-0.199	-0.207	-0.235	0.192	0.192
tracker_distance	0.620	0.213	0.617	0.013	0.686	0.197	0.714	0.558	0.193	0.701	0.011	-0.415	1.000	-0.222	-0.146	0.992	-0.199	1.000	0.775	0.751	0.438	0.438
very_active_distance	0.862	0.212	0.497	-0.020	0.743	0.223	0.285	0.158	0.226	0.749	-0.064	-0.235	0.776	-0.215	-0.145	0.770	-0.207	0.775	1.000	0.970	0.431	0.431
very_active_minutes	0.867	0.277	0.540	-0.029	0.746	0.251	0.285	0.152	0.265	0.734	-0.057	-0.241	0.752	-0.230	-0.158	0.749	-0.235	0.751	0.970	1.000	0.508	0.508
weight_kg	0.176	0.895	0.718	0.184	-0.253	0.600	0.364	-0.269	-0.104	-0.293	0.095	0.626	0.423	0.193	0.210	0.373	0.192	0.438	0.431	0.508	1.000	1.000
weight_pounds	0.176	0.895	0.718	0.184	-0.253	0.600	0.364	-0.269	-0.104	-0.293	0.095	0.626	0.423	0.193	0.210	0.373	0.192	0.438	0.431	0.508	1.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	id	activity_date	daily_average_heartrate	total_steps	total_distance	tracker_distance	very_active_distance	moderately_active_distance	light_active_distance	very_active_minutes	fairly_active_minutes	lightly_active_minutes	sedentary_minutes	calories	total_minutes_asleep	total_sleep_records	total_time_in_bed	bmi	weight_kg	weight_pounds	activity_level
0	1503960366	2016-04-12	NaN	13162	8.50	8.50	1.88	0.55	6.06	25	13	328	728	1985	327.00	1.00	346.00	NaN	NaN	NaN	Very Active
1	1503960366	2016-04-13	NaN	10735	6.97	6.97	1.57	0.69	4.71	21	19	217	776	1797	384.00	2.00	407.00	NaN	NaN	NaN	Very Active
2	1503960366	2016-04-14	NaN	10460	6.74	6.74	2.44	0.40	3.91	30	11	181	1218	1776	NaN	NaN	NaN	NaN	NaN	NaN	Very Active
3	1503960366	2016-04-15	NaN	9762	6.28	6.28	2.14	1.26	2.83	29	34	209	726	1745	412.00	1.00	442.00	NaN	NaN	NaN	Very Active
4	1503960366	2016-04-16	NaN	12669	8.16	8.16	2.71	0.41	5.04	36	10	221	773	1863	340.00	2.00	367.00	NaN	NaN	NaN	Very Active
5	1503960366	2016-04-17	NaN	9705	6.48	6.48	3.19	0.78	2.51	38	20	164	539	1728	700.00	1.00	712.00	NaN	NaN	NaN	Very Active
6	1503960366	2016-04-18	NaN	13019	8.59	8.59	3.25	0.64	4.71	42	16	233	1149	1921	NaN	NaN	NaN	NaN	NaN	NaN	Very Active
7	1503960366	2016-04-19	NaN	15506	9.88	9.88	3.53	1.32	5.03	50	31	264	775	2035	304.00	1.00	320.00	NaN	NaN	NaN	Very Active
8	1503960366	2016-04-20	NaN	10544	6.68	6.68	1.96	0.48	4.24	28	12	205	818	1786	360.00	1.00	377.00	NaN	NaN	NaN	Very Active
9	1503960366	2016-04-21	NaN	9819	6.34	6.34	1.34	0.35	4.65	19	8	211	838	1775	325.00	1.00	364.00	NaN	NaN	NaN	Very Active

	id	activity_date	daily_average_heartrate	total_steps	total_distance	tracker_distance	very_active_distance	moderately_active_distance	light_active_distance	sedentary_active_distance	very_active_minutes	fairly_active_minutes	lightly_active_minutes	sedentary_minutes	calories	total_minutes_asleep	total_sleep_records	total_time_in_bed	bmi	weight_kg	weight_pounds	activity_level
930	8877689391	2016-05-03	66.39	10818	8.21	8.21	1.39	0.10	6.67	0.01	19	3	229	1189	2817	NaN	NaN	NaN	25.41	84.90	187.17	Very Active
931	8877689391	2016-05-04	76.77	18193	16.30	16.30	10.42	0.31	5.53	0.00	66	8	212	1154	3477	NaN	NaN	NaN	25.26	84.40	186.07	Very Active
932	8877689391	2016-05-05	71.33	14055	10.67	10.67	5.46	0.82	4.37	0.00	67	15	188	1170	3052	NaN	NaN	NaN	NaN	NaN	NaN	Very Active
933	8877689391	2016-05-06	82.98	21727	19.34	19.34	12.79	0.29	6.16	0.00	96	17	232	1095	4015	NaN	NaN	NaN	25.44	85.00	187.39	Very Active
934	8877689391	2016-05-07	86.44	12332	8.13	8.13	0.08	0.96	6.99	0.00	105	28	271	1036	4142	NaN	NaN	NaN	NaN	NaN	NaN	Very Active
935	8877689391	2016-05-08	71.59	10686	8.11	8.11	1.08	0.20	6.80	0.00	17	4	245	1174	2847	NaN	NaN	NaN	25.56	85.40	188.27	Very Active
936	8877689391	2016-05-09	79.57	20226	18.25	18.25	11.10	0.80	6.24	0.05	73	19	217	1131	3710	NaN	NaN	NaN	25.61	85.50	188.50	Very Active
937	8877689391	2016-05-10	70.73	10733	8.15	8.15	1.35	0.46	6.28	0.00	18	11	224	1187	2832	NaN	NaN	NaN	NaN	NaN	NaN	Very Active
938	8877689391	2016-05-11	78.40	21420	19.56	19.56	13.22	0.41	5.89	0.00	88	12	213	1127	3832	NaN	NaN	NaN	25.56	85.40	188.27	Very Active
939	8877689391	2016-05-12	69.92	8064	6.12	6.12	1.82	0.04	4.25	0.00	23	1	137	770	1849	NaN	NaN	NaN	25.14	84.00	185.19	Very Active

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample